Datasets:

milkyroad
/

G

cancer_label class label	grade_label class label	subclass_label class label	source_dataset string	original_filename string	patient_id int32	imaging_type class label	target3 class label	track_id string	lesion_id string	split string	cv_fold int64
0non_cancer	2not_applicable	4foreign_body	C	120914bd.png	79	0WLI	2non_roi	NA	null	train	2
0non_cancer	2not_applicable	4foreign_body	C	10544b5c.png	79	0WLI	2non_roi	NA	null	train	2
0non_cancer	2not_applicable	4foreign_body	C	4a69f683.png	79	0WLI	2non_roi	NA	null	train	2
0non_cancer	2not_applicable	4foreign_body	C	92d9a8a8.png	79	0WLI	2non_roi	NA	null	train	2
0non_cancer	2not_applicable	4foreign_body	C	0947de45.png	79	0WLI	2non_roi	NA	null	train	2
0non_cancer	2not_applicable	4foreign_body	C	129b078a.png	79	0WLI	2non_roi	NA	null	train	2
1cancer	0low_grade	0malignant	C	9217fb91.png	83	0WLI	0malignant	NA	C_988_v1_L2_Malignant	train	4
0non_cancer	2not_applicable	2normal	C	b7709b72.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	22fbdd3d.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	c79d75cf.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	7cabfb4b.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	5a6cb6b4.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	4ac40fa6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	fc2e57a0.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	d24c842a.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	040b3937.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	53a43796.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	7863cfe8.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	03e99b39.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	2045a510.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	cf67024b.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	5710fd13.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	3landmark	C	50c6a0db.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	876962dc.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	f4d42e14.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	127d9edc.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	88edb489.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	fcc62737.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	43b5b111.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	18d40260.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	20112dd9.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	e022d242.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	d2d3618b.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	f83a4de8.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	73573428.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	94fa7b58.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	25f20770.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	f1f20f39.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	105489b3.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	0e8e4c8f.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	d50828e6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	a49447a7.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	46db2610.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	30b52fde.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	eeb57902.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	edcbd6ce.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	94c9afc0.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	1436b42f.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ece2f0a6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	3c10c7ec.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ce0cbb84.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	4436ecff.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	315c6586.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	b40fb99f.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	5ef163bd.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	2433d02e.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ed922904.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ee6d38fa.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	a06f122f.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	6033dcf6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ba78e342.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	b7b531ff.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	bb6a36bb.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	14169abe.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	20b60b6e.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	42f530b0.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	79e87c35.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	8a3f0381.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	64a179aa.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	fe40415d.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	97fd426f.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	7f4b1266.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	73956eaa.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	6c50b3d6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ba999db2.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	e13d6aa1.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	539c07c8.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	f764eca7.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	580ecfe0.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ec56fb64.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	de939e59.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	66170ce5.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	b1ad8837.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	e3c0c538.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	2a26ed4c.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	0980e169.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	54023d92.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	51f36d54.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	3cf6e134.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	69448386.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	2ef3c776.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	d06f0667.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	0eff1323.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	cf4e006c.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	fb8cef8a.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	47e0a649.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	2ab3b851.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	239238c2.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	9b1ab1d6.png	83	0WLI	2non_roi	NA	null	train	4
0non_cancer	2not_applicable	2normal	C	ee38fbcc.png	83	0WLI	2non_roi	NA	null	train	4

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Dataset G — Cystoscopy Lesion Benchmark (Domain-Shift Protocol)

Frame-level cystoscopy dataset for the 3-class task MT / NML / NROI (malignant tumor / non-malignant lesion / non-ROI), built for the domain-shift benchmark protocol: train = Sources B+C, test = Source D (TURBT).

Splits (patient-disjoint, frozen)

train: 7,792 frames / 127 patients (Sources B+C)
val: 1,504 frames / 28 patients (hardcoded VAL_PATIENTS, greedy-search selected)
test: 1,754 frames / 22 patients (Source D only — frozen forever for the domain-shift track)

Test class support: MT 1,116 / NML 134 / NROI 504. Test contains 1,433 WLI + 321 NBI frames; train has no NBI.

Columns

image (raw letterbox frames), cancer_label, grade_label, subclass_label, source_dataset, original_filename, patient_id, imaging_type (0=WLI, 1=NBI, 2=BLC — inferred), target3 (0=MT, 1=NML, 2=NROI), track_id, lesion_id, split, cv_fold (frozen 5-fold StratifiedGroupKFold, seed 15; val frames carry -1).

License

Mixture of CC BY 4.0 (C: CystoDS; D: Lazo) and CC BY-SA 4.0 (B) sources; the dataset ships as CC BY-SA 4.0.

Intended use

Pre-registered domain-shift benchmark: the test split must remain frozen; do not train on it. Lesion-level evaluation via lesion_id is recommended.

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